[ashishsinha1602]

schemagate in numbers

• BIRD: Data Engineering Weekly Article submission #1 on the official BIRD Mini-Dev leaderboard in SQLite, PostgreSQL and MySQL (81.0 / 72.6 / 72.4 EX). BIRD hidden test set, scored by the BIRD team: 74.34 EX (simple 81.03 / moderate 72.25 / challenging 56.14; leaderboard row pending), dev 84.03 EX.
• Tokens: ~91% fewer schema tokens on 50+ table databases (median, Spider 2.0-lite; BENCHMARKS.md).
• Enterprise: MIT BEAVER warehouses 31-39% EX vs 11.4% for the paper's best setup; LiveSQLBench-Large 34.79% (both self-reported).
• LangChain / LangGraph: SchemagateRetriever is listed in LangChain's official retriever integrations (langchain-schemagate) and works in LangChain and LangGraph agents; also a LlamaIndex retriever and the official MCP Registry. 34.5k PyPI downloads, Apache-2.0.

Article submission for the weekly curation (weekly/text-to-sql-access-control-benchmark.yml). Disclosure: I wrote the article and maintain the open-source library it describes (Apache-2.0, no commercial offering).